OSPD: On-Policy Self-Distillation for Persona-Consistent Dialogue.

arXiv:2609.34418v1 Announce Type: new Abstract: Maintaining persona consistency across multi-turn dialogues remains a core challenge for role-playing language models. Off-policy distillation from external teachers incurs distribution mismatch that compounds ac